Evidence map›Paper›PMID 42130864›Full record

ArticleFrontiers in public health2026

Knowledge, attitudes, and practices regarding occupational protection among nursing assistants: a cross-sectional survey with K-means clustering analysis.

Lishan Huang, Jialin Zhang, Wenting Huang, Lidan Ye, Xiaoquan Li, Jiayi Han, Lin Wang, Jianyun Li

Abstract read
In one paragraph

Article in Frontiers in public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Lishan HuangThe Affiliated Guangdong Second Provincial General Hospital of Jinan University, Guangzhou, China.
Jialin ZhangThe Affiliated Guangdong Second Provincial General Hospital of Jinan University, Guangzhou, China.
Wenting HuangThe Affiliated Guangdong Second Provincial General Hospital of Jinan University, Guangzhou, China.
Lidan YeThe Affiliated Guangdong Second Provincial General Hospital of Jinan University, Guangzhou, China.
Xiaoquan LiThe Affiliated Guangdong Second Provincial General Hospital of Jinan University, Guangzhou, China.
Jiayi HanThe Affiliated Guangdong Second Provincial General Hospital of Jinan University, Guangzhou, China.
Lin WangThe Affiliated Guangdong Second Provincial General Hospital of Jinan University, Guangzhou, China.
Jianyun LiThe Affiliated Guangdong Second Provincial General Hospital of Jinan University, Guangzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Nursing assistants are routinely exposed to occupational hazards; this exposure, coupled with insufficient awareness and inconsistent compliance with safety precautions, significantly increases their risk of infection. This study aimed to assess the knowledge, attitudes, and practices (KAP) regarding occupational protection among nursing assistants in China. Methods: We conducted a cross-sectional study from October to November 2025. We recruited 505 nursing assistants from 20 general hospitals in Guangdong Province using a convenience sampling approach. Data were collected via a self-administered questionnaire consisting of two parts: a socio-demographic section and the Occupational Protection KAP Assessment Scale. To identify distinct KAP profiles and their associated factors, we first performed cluster analysis, followed by univariate analysis and multinomial logistic regression. Results: We analyzed 503 valid questionnaires, yielding an effective response rate of 99.6%. The mean scores (±SD) for knowledge, attitudes, and practices dimensions were 13.78 ± 1.71, 65.90 ± 5.54, and 63.23 ± 8.80, respectively, with score rates of 91.9, 87.9, and 84.3%. Cluster analysis revealed four distinct KAP profiles: the Synergistic Group (47.3%), Weak KAP Group (10.1%), High-Knowledge-Low-Attitude-Weak-Practice Group (18.7%), and High-Knowledge-High-Attitude-Low-Practice Group (23.9%). Significant differences ( Conclusion: Nursing assistants demonstrated good knowledge of occupational protection, but there was a notable gap in practical implementation. The four KAP types identified through cluster analysis showed high heterogeneity. Targeted interventions should be developed based on these distinct profiles, shifting the focus from individual training to the establishment of systematic and supportive organizational environments and management systems. This approach can provide an empirical basis for optimizing occupational health policies for nursing assistants in China.

Indexed as

Health Knowledge, Attitudes, PracticeNursing AssistantsOccupational HealthAdultChinaCluster AnalysisClustering AlgorithmsCross-Sectional StudiesFemaleHumansMaleMiddle AgedSurveys and QuestionnairesWorking Conditionsassociated factorsK-means clusteringknowledge, attitudes, and practices (KAP)nursing assistantsoccupational protection

Identifiers

PMID42130864
PMCPMC13160809

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.